Oracle AI Strategy Head: Usage Doesn't Equal Value
At Oracle's AI World event, Hammad Hussain warned that unpredictable AI costs are a growing problem and production economics differ from pilot economics.
At Oracle's AI World event, Oracle's Head of AI Strategy Hammad Hussain warned businesses that AI usage does not equal value, and that unpredictable AI costs are a growing problem, according to techradar.com.
Hussain said the production economics of AI differ greatly from pilot economics, drawing a distinction between early experiments and running AI at scale.
He pointed to dedicated AI clusters running open-weight models at fixed cost as a way to make AI spending more predictable.
Hussain also said consumption-based AI pricing will not disappear, and that he expects a hybrid of pricing models to emerge.
Billing predictability under scrutiny
In October 2025, a Splunk study found three in five businesses say unpredictable billing hikes strain them more than a higher but flatter baseline cost.
Quick answers
Who is Oracle's Head of AI Strategy?
Hammad Hussain holds the role, according to techradar.com's report from Oracle's AI World event.
What did Oracle say about AI pricing models?
Hussain said consumption-based AI pricing will not disappear and that he expects a hybrid of pricing models.
How does Oracle suggest making AI spending more predictable?
Hussain pointed to dedicated AI clusters running open-weight models at fixed cost as one approach.